kert 7693e97d36 feat(llm): closed theme vocabulary for comment tagging — themes.yaml v1, llm.vocab loader, stack llm vocab, P35 design spec (refs #574) ...

docs/superpowers/specs/2026-09-22-llm-tagging-design.md lays out P35:
a versioned hand-curated vocabulary, embedding shortlist + per-theme
yes/no judgement with an evidence chunk on the largest live host,
resumable docket-scoped runs with state in bib extra_json, write-back
that replaces only llm: tags, and a golden-set gate before fan-out.

Slice 1: src/llm/vocab/themes.yaml — 53 themes (conversion factor,
practice expense, telehealth, care management, behavioral health, Part
B drugs, MSSP, QPP, …), each with a label, one-sentence definition,
letter-language synonyms and the FR section stems it was seeded from
(dev/scripts/llm_vocab_candidates.py mines heading paragraphs from the
CY2018+ rules' fr_anchors). llm.vocab.load() validates unique
kebab-case slugs, non-empty definitions, integer version ≥ 1 and that
retired slugs are not still active; Theme.card is the text embedded
per theme; split_tags() separates llm: tags from hand tags for the
write-back. stack llm vocab [--path] [--slug].

2026-09-22 16:48:51 -04:00

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